HRIS Platform

How to Audit AI Bias in BambooHR

BambooHR serves small and mid-size businesses with HR management including an ATS module. While less AI-heavy than enterprise platforms, its screening and filtering features still carry bias risk.

Bias Risks in BambooHR

  • Keyword-based resume filtering that inadvertently discriminates
  • Screening question configurations that correlate with protected characteristics
  • Manual-plus-automated hybrid processes where automation amplifies human bias
  • Limited demographic data collection makes bias harder to detect

Step-by-Step Audit Guide

  1. 1Export applicant data from BambooHR ATS module
  2. 2Supplement with EEO voluntary disclosure data if available
  3. 3Analyze pass-through rates from application to hire
  4. 4Identify screening criteria that may cause disparate impact
  5. 5Test keyword filters against diverse candidate profile samples
  6. 6Generate audit summary with actionable recommendations

Data Export Instructions

  1. 1.Go to BambooHR > ATS > Reports > Applicant Report
  2. 2.Include all available fields: stage, status, demographics
  3. 3.Export as CSV
  4. 4.Upload to OnHirely for analysis

Compliance Notes

  • Even basic screening filters may qualify as AEDT if they automate decisions
  • SMBs are not exempt from NYC LL144 if they use automated screening
  • BambooHR's limited AI features still require audit if used in hiring decisions

Related Regulations

Related Pages

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